Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 2891 |
| Missing cells | 48 |
| Missing cells (%) | 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 271.2 KiB |
| Average record size in memory | 96.0 B |
Variable types
| NUM | 8 |
|---|---|
| CAT | 4 |
Reproduction
| Analysis started | 2020-06-11 17:50:24.854860 |
|---|---|
| Analysis finished | 2020-06-11 17:50:37.899862 |
| Duration | 13.05 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
City has a high cardinality: 567 distinct values | High cardinality |
Female Population is highly correlated with Male Population and 2 other fields | High correlation |
Male Population is highly correlated with Female Population and 2 other fields | High correlation |
Total Population is highly correlated with Male Population and 2 other fields | High correlation |
Foreign-born is highly correlated with Male Population and 2 other fields | High correlation |
State Code is highly correlated with State | High correlation |
State is highly correlated with State Code | High correlation |
City is uniformly distributed | Uniform |
| Distinct count | 567 |
|---|---|
| Unique (%) | 19.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.6 KiB |
| Bloomington | 15 |
|---|---|
| Columbia | 15 |
| Springfield | 15 |
| Concord | 10 |
| Columbus | 10 |
| Other values (562) |
| Value | Count | Frequency (%) | |
| Bloomington | 15 | 0.5% | |
| Columbia | 15 | 0.5% | |
| Springfield | 15 | 0.5% | |
| Concord | 10 | 0.3% | |
| Columbus | 10 | 0.3% | |
| Albany | 10 | 0.3% | |
| Norwalk | 10 | 0.3% | |
| Westminster | 10 | 0.3% | |
| Portland | 10 | 0.3% | |
| Aurora | 10 | 0.3% | |
| Other values (557) | 2776 | 96.0% |
Length
| Max length | 47 |
|---|---|
| Median length | 9 |
| Mean length | 9.10307852 |
| Min length | 2 |
| Distinct count | 49 |
|---|---|
| Unique (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.6 KiB |
| California | |
|---|---|
| Texas | 273 |
| Florida | 222 |
| Illinois | 91 |
| Washington | 85 |
| Other values (44) |
| Value | Count | Frequency (%) | |
| California | 676 | 23.4% | |
| Texas | 273 | 9.4% | |
| Florida | 222 | 7.7% | |
| Illinois | 91 | 3.1% | |
| Washington | 85 | 2.9% | |
| Colorado | 80 | 2.8% | |
| Arizona | 80 | 2.8% | |
| Michigan | 79 | 2.7% | |
| North Carolina | 70 | 2.4% | |
| Virginia | 70 | 2.4% | |
| Other values (39) | 1165 | 40.3% |
Length
| Max length | 20 |
|---|---|
| Median length | 8 |
| Mean length | 8.426841923 |
| Min length | 4 |
Median Age
Real number (ℝ≥0)
| Distinct count | 180 |
|---|---|
| Unique (%) | 6.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.49488066413006 |
|---|---|
| Minimum | 22.9 |
| Maximum | 70.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 22.6 KiB |
Quantile statistics
| Minimum | 22.9 |
|---|---|
| 5-th percentile | 28.8 |
| Q1 | 32.8 |
| median | 35.3 |
| Q3 | 38 |
| 95-th percentile | 42.6 |
| Maximum | 70.5 |
| Range | 47.6 |
| Interquartile range (IQR) | 5.2 |
Descriptive statistics
| Standard deviation | 4.40161673 |
|---|---|
| Coefficient of variation (CV) | 0.1240070863 |
| Kurtosis | 4.164544019 |
| Mean | 35.49488066 |
| Median Absolute Deviation (MAD) | 2.6 |
| Skewness | 0.6466184403 |
| Sum | 102615.7 |
| Variance | 19.37422984 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 35.7 | 50 | 1.7% | |
| 33.4 | 48 | 1.7% | |
| 36.8 | 45 | 1.6% | |
| 34.1 | 45 | 1.6% | |
| 33.1 | 45 | 1.6% | |
| 34.5 | 44 | 1.5% | |
| 38.1 | 42 | 1.5% | |
| 35 | 40 | 1.4% | |
| 35.3 | 40 | 1.4% | |
| 35.5 | 40 | 1.4% | |
| Other values (170) | 2452 | 84.8% |
| Value | Count | Frequency (%) | |
| 22.9 | 5 | 0.2% | |
| 23 | 4 | 0.1% | |
| 23.5 | 5 | 0.2% | |
| 23.6 | 5 | 0.2% | |
| 23.9 | 5 | 0.2% |
| Value | Count | Frequency (%) | |
| 70.5 | 3 | 0.1% | |
| 48.8 | 5 | 0.2% | |
| 47.9 | 4 | 0.1% | |
| 47.6 | 4 | 0.1% | |
| 47.4 | 5 | 0.2% |
| Distinct count | 593 |
|---|---|
| Unique (%) | 20.5% |
| Missing | 3 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 97328.42624653739 |
|---|---|
| Minimum | 29281.0 |
| Maximum | 4081698.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 22.6 KiB |
Quantile statistics
| Minimum | 29281 |
|---|---|
| 5-th percentile | 32290 |
| Q1 | 39289 |
| median | 52341 |
| Q3 | 86641.75 |
| 95-th percentile | 296902.6 |
| Maximum | 4081698 |
| Range | 4052417 |
| Interquartile range (IQR) | 47352.75 |
Descriptive statistics
| Standard deviation | 216299.9369 |
|---|---|
| Coefficient of variation (CV) | 2.222371667 |
| Kurtosis | 209.8137883 |
| Mean | 97328.42625 |
| Median Absolute Deviation (MAD) | 15991 |
| Skewness | 12.73559694 |
| Sum | 281084495 |
| Variance | 4.678566272e+10 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 40601 | 10 | 0.3% | |
| 33993 | 10 | 0.3% | |
| 34311 | 5 | 0.2% | |
| 264893 | 5 | 0.2% | |
| 40282 | 5 | 0.2% | |
| 65113 | 5 | 0.2% | |
| 38827 | 5 | 0.2% | |
| 48984 | 5 | 0.2% | |
| 1149686 | 5 | 0.2% | |
| 55639 | 5 | 0.2% | |
| Other values (583) | 2828 | 97.8% |
| Value | Count | Frequency (%) | |
| 29281 | 5 | 0.2% | |
| 29995 | 5 | 0.2% | |
| 30007 | 5 | 0.2% | |
| 30193 | 4 | 0.1% | |
| 30758 | 5 | 0.2% |
| Value | Count | Frequency (%) | |
| 4081698 | 5 | 0.2% | |
| 1958998 | 5 | 0.2% | |
| 1320015 | 5 | 0.2% | |
| 1149686 | 5 | 0.2% | |
| 786833 | 5 | 0.2% |
| Distinct count | 594 |
|---|---|
| Unique (%) | 20.6% |
| Missing | 3 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 101769.63088642659 |
|---|---|
| Minimum | 27348.0 |
| Maximum | 4468707.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 22.6 KiB |
Quantile statistics
| Minimum | 27348 |
|---|---|
| 5-th percentile | 34163 |
| Q1 | 41227 |
| median | 53809 |
| Q3 | 89604 |
| 95-th percentile | 315853.35 |
| Maximum | 4468707 |
| Range | 4441359 |
| Interquartile range (IQR) | 48377 |
Descriptive statistics
| Standard deviation | 231564.5726 |
|---|---|
| Coefficient of variation (CV) | 2.2753799 |
| Kurtosis | 227.6330518 |
| Mean | 101769.6309 |
| Median Absolute Deviation (MAD) | 15771 |
| Skewness | 13.32044486 |
| Sum | 293910694 |
| Variance | 5.362215127e+10 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 35801 | 10 | 0.3% | |
| 97350 | 5 | 0.2% | |
| 88232 | 5 | 0.2% | |
| 508602 | 5 | 0.2% | |
| 60664 | 5 | 0.2% | |
| 56151 | 5 | 0.2% | |
| 36182 | 5 | 0.2% | |
| 118443 | 5 | 0.2% | |
| 44199 | 5 | 0.2% | |
| 96944 | 5 | 0.2% | |
| Other values (584) | 2833 | 98.0% |
| Value | Count | Frequency (%) | |
| 27348 | 5 | 0.2% | |
| 31238 | 4 | 0.1% | |
| 31456 | 4 | 0.1% | |
| 32173 | 3 | 0.1% | |
| 32397 | 5 | 0.2% |
| Value | Count | Frequency (%) | |
| 4468707 | 5 | 0.2% | |
| 2012898 | 5 | 0.2% | |
| 1400541 | 5 | 0.2% | |
| 1148942 | 5 | 0.2% | |
| 826172 | 5 | 0.2% |
| Distinct count | 594 |
|---|---|
| Unique (%) | 20.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 198966.77931511588 |
|---|---|
| Minimum | 63215 |
| Maximum | 8550405 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 22.6 KiB |
Quantile statistics
| Minimum | 63215 |
|---|---|
| 5-th percentile | 67271 |
| Q1 | 80429 |
| median | 106782 |
| Q3 | 175232 |
| 95-th percentile | 618619 |
| Maximum | 8550405 |
| Range | 8487190 |
| Interquartile range (IQR) | 94803 |
Descriptive statistics
| Standard deviation | 447555.9296 |
|---|---|
| Coefficient of variation (CV) | 2.249400283 |
| Kurtosis | 219.2158805 |
| Mean | 198966.7793 |
| Median Absolute Deviation (MAD) | 32640 |
| Skewness | 13.04462299 |
| Sum | 575212959 |
| Variance | 2.003063102e+11 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 68097 | 10 | 0.3% | |
| 71024 | 10 | 0.3% | |
| 108012 | 5 | 0.2% | |
| 99856 | 5 | 0.2% | |
| 69149 | 5 | 0.2% | |
| 67106 | 5 | 0.2% | |
| 114211 | 5 | 0.2% | |
| 298537 | 5 | 0.2% | |
| 151760 | 5 | 0.2% | |
| 335423 | 5 | 0.2% | |
| Other values (584) | 2831 | 97.9% |
| Value | Count | Frequency (%) | |
| 63215 | 5 | 0.2% | |
| 63651 | 5 | 0.2% | |
| 63792 | 5 | 0.2% | |
| 64609 | 5 | 0.2% | |
| 64819 | 4 | 0.1% |
| Value | Count | Frequency (%) | |
| 8550405 | 5 | 0.2% | |
| 3971896 | 5 | 0.2% | |
| 2720556 | 5 | 0.2% | |
| 2298628 | 5 | 0.2% | |
| 1567442 | 5 | 0.2% |
Number of Veterans
Real number (ℝ≥0)
| Distinct count | 577 |
|---|---|
| Unique (%) | 20.0% |
| Missing | 13 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9367.832522585128 |
|---|---|
| Minimum | 416.0 |
| Maximum | 156961.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 22.6 KiB |
Quantile statistics
| Minimum | 416 |
|---|---|
| 5-th percentile | 1990 |
| Q1 | 3739 |
| median | 5397 |
| Q3 | 9368 |
| 95-th percentile | 29511 |
| Maximum | 156961 |
| Range | 156545 |
| Interquartile range (IQR) | 5629 |
Descriptive statistics
| Standard deviation | 13211.21992 |
|---|---|
| Coefficient of variation (CV) | 1.410274991 |
| Kurtosis | 39.85381815 |
| Mean | 9367.832523 |
| Median Absolute Deviation (MAD) | 2281 |
| Skewness | 5.295923255 |
| Sum | 26960622 |
| Variance | 174536331.9 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 4211 | 10 | 0.3% | |
| 3397 | 10 | 0.3% | |
| 3647 | 10 | 0.3% | |
| 3116 | 10 | 0.3% | |
| 3063 | 10 | 0.3% | |
| 5532 | 10 | 0.3% | |
| 5714 | 10 | 0.3% | |
| 5204 | 10 | 0.3% | |
| 3027 | 9 | 0.3% | |
| 3404 | 9 | 0.3% | |
| Other values (567) | 2780 | 96.2% | |
| (Missing) | 13 | 0.4% |
| Value | Count | Frequency (%) | |
| 416 | 3 | 0.1% | |
| 629 | 5 | 0.2% | |
| 693 | 4 | 0.1% | |
| 705 | 5 | 0.2% | |
| 724 | 5 | 0.2% |
| Value | Count | Frequency (%) | |
| 156961 | 5 | 0.2% | |
| 109089 | 5 | 0.2% | |
| 92489 | 5 | 0.2% | |
| 85417 | 5 | 0.2% | |
| 75432 | 5 | 0.2% |
| Distinct count | 587 |
|---|---|
| Unique (%) | 20.4% |
| Missing | 13 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40653.598679638635 |
|---|---|
| Minimum | 861.0 |
| Maximum | 3212500.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 22.6 KiB |
Quantile statistics
| Minimum | 861 |
|---|---|
| 5-th percentile | 3215 |
| Q1 | 9224 |
| median | 18822 |
| Q3 | 33971.75 |
| 95-th percentile | 109222.15 |
| Maximum | 3212500 |
| Range | 3211639 |
| Interquartile range (IQR) | 24747.75 |
Descriptive statistics
| Standard deviation | 155749.1037 |
|---|---|
| Coefficient of variation (CV) | 3.831127101 |
| Kurtosis | 310.3878352 |
| Mean | 40653.59868 |
| Median Absolute Deviation (MAD) | 11101 |
| Skewness | 16.35579487 |
| Sum | 117001057 |
| Variance | 2.425778329e+10 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 5757 | 10 | 0.3% | |
| 13409 | 10 | 0.3% | |
| 9735 | 5 | 0.2% | |
| 13253 | 5 | 0.2% | |
| 22958 | 5 | 0.2% | |
| 6275 | 5 | 0.2% | |
| 18451 | 5 | 0.2% | |
| 10516 | 5 | 0.2% | |
| 6123 | 5 | 0.2% | |
| 33258 | 5 | 0.2% | |
| Other values (577) | 2818 | 97.5% | |
| (Missing) | 13 | 0.4% |
| Value | Count | Frequency (%) | |
| 861 | 5 | 0.2% | |
| 1058 | 5 | 0.2% | |
| 1062 | 4 | 0.1% | |
| 1224 | 5 | 0.2% | |
| 1531 | 5 | 0.2% |
| Value | Count | Frequency (%) | |
| 3212500 | 5 | 0.2% | |
| 1485425 | 5 | 0.2% | |
| 696210 | 5 | 0.2% | |
| 573463 | 5 | 0.2% | |
| 401493 | 5 | 0.2% |
Average Household Size
Real number (ℝ≥0)
| Distinct count | 161 |
|---|---|
| Unique (%) | 5.6% |
| Missing | 16 |
| Missing (%) | 0.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.742542608695652 |
|---|---|
| Minimum | 2.0 |
| Maximum | 4.98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 22.6 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 2.22 |
| Q1 | 2.43 |
| median | 2.65 |
| Q3 | 2.95 |
| 95-th percentile | 3.58 |
| Maximum | 4.98 |
| Range | 2.98 |
| Interquartile range (IQR) | 0.52 |
Descriptive statistics
| Standard deviation | 0.4332910879 |
|---|---|
| Coefficient of variation (CV) | 0.1579888263 |
| Kurtosis | 2.861908247 |
| Mean | 2.742542609 |
| Median Absolute Deviation (MAD) | 0.24 |
| Skewness | 1.409563879 |
| Sum | 7884.81 |
| Variance | 0.1877411669 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2.4 | 78 | 2.7% | |
| 2.72 | 68 | 2.4% | |
| 2.97 | 55 | 1.9% | |
| 2.64 | 54 | 1.9% | |
| 2.39 | 54 | 1.9% | |
| 2.41 | 50 | 1.7% | |
| 2.68 | 50 | 1.7% | |
| 2.52 | 49 | 1.7% | |
| 2.73 | 48 | 1.7% | |
| 2.55 | 45 | 1.6% | |
| Other values (151) | 2324 | 80.4% |
| Value | Count | Frequency (%) | |
| 2 | 5 | 0.2% | |
| 2.06 | 5 | 0.2% | |
| 2.08 | 10 | 0.3% | |
| 2.1 | 4 | 0.1% | |
| 2.11 | 5 | 0.2% |
| Value | Count | Frequency (%) | |
| 4.98 | 5 | 0.2% | |
| 4.78 | 4 | 0.1% | |
| 4.58 | 5 | 0.2% | |
| 4.57 | 3 | 0.1% | |
| 4.43 | 4 | 0.1% |
| Distinct count | 49 |
|---|---|
| Unique (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.6 KiB |
| CA | |
|---|---|
| TX | 273 |
| FL | 222 |
| IL | 91 |
| WA | 85 |
| Other values (44) |
| Value | Count | Frequency (%) | |
| CA | 676 | 23.4% | |
| TX | 273 | 9.4% | |
| FL | 222 | 7.7% | |
| IL | 91 | 3.1% | |
| WA | 85 | 2.9% | |
| AZ | 80 | 2.8% | |
| CO | 80 | 2.8% | |
| MI | 79 | 2.7% | |
| VA | 70 | 2.4% | |
| NC | 70 | 2.4% | |
| Other values (39) | 1165 | 40.3% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Race
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.6 KiB |
| Hispanic or Latino | |
|---|---|
| White | |
| Black or African-American | |
| Asian | |
| American Indian and Alaska Native |
| Value | Count | Frequency (%) | |
| Hispanic or Latino | 596 | 20.6% | |
| White | 589 | 20.4% | |
| Black or African-American | 584 | 20.2% | |
| Asian | 583 | 20.2% | |
| American Indian and Alaska Native | 539 | 18.6% |
Length
| Max length | 33 |
|---|---|
| Median length | 18 |
| Mean length | 16.94050502 |
| Min length | 5 |
Count
Real number (ℝ≥0)
| Distinct count | 2785 |
|---|---|
| Unique (%) | 96.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48963.77447250087 |
|---|---|
| Minimum | 98 |
| Maximum | 3835726 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 22.6 KiB |
Quantile statistics
| Minimum | 98 |
|---|---|
| 5-th percentile | 778.5 |
| Q1 | 3435 |
| median | 13780 |
| Q3 | 54447 |
| 95-th percentile | 162670.5 |
| Maximum | 3835726 |
| Range | 3835628 |
| Interquartile range (IQR) | 51012 |
Descriptive statistics
| Standard deviation | 144385.5886 |
|---|---|
| Coefficient of variation (CV) | 2.94882472 |
| Kurtosis | 246.5728171 |
| Mean | 48963.77447 |
| Median Absolute Deviation (MAD) | 12231 |
| Skewness | 12.97352625 |
| Sum | 141554272 |
| Variance | 2.084719819e+10 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 881 | 3 | 0.1% | |
| 1343 | 3 | 0.1% | |
| 6547 | 3 | 0.1% | |
| 1615 | 3 | 0.1% | |
| 251 | 3 | 0.1% | |
| 535 | 3 | 0.1% | |
| 876 | 3 | 0.1% | |
| 713 | 3 | 0.1% | |
| 2452 | 2 | 0.1% | |
| 11815 | 2 | 0.1% | |
| Other values (2775) | 2863 | 99.0% |
| Value | Count | Frequency (%) | |
| 98 | 1 | < 0.1% | |
| 128 | 1 | < 0.1% | |
| 158 | 1 | < 0.1% | |
| 182 | 1 | < 0.1% | |
| 203 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 3835726 | 1 | < 0.1% | |
| 2485125 | 1 | < 0.1% | |
| 2192248 | 1 | < 0.1% | |
| 2177650 | 1 | < 0.1% | |
| 1936732 | 1 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| City | State | Median Age | Male Population | Female Population | Total Population | Number of Veterans | Foreign-born | Average Household Size | State Code | Race | Count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Silver Spring | Maryland | 33.8 | 40601.0 | 41862.0 | 82463 | 1562.0 | 30908.0 | 2.60 | MD | Hispanic or Latino | 25924 |
| 1 | Quincy | Massachusetts | 41.0 | 44129.0 | 49500.0 | 93629 | 4147.0 | 32935.0 | 2.39 | MA | White | 58723 |
| 2 | Hoover | Alabama | 38.5 | 38040.0 | 46799.0 | 84839 | 4819.0 | 8229.0 | 2.58 | AL | Asian | 4759 |
| 3 | Rancho Cucamonga | California | 34.5 | 88127.0 | 87105.0 | 175232 | 5821.0 | 33878.0 | 3.18 | CA | Black or African-American | 24437 |
| 4 | Newark | New Jersey | 34.6 | 138040.0 | 143873.0 | 281913 | 5829.0 | 86253.0 | 2.73 | NJ | White | 76402 |
| 5 | Peoria | Illinois | 33.1 | 56229.0 | 62432.0 | 118661 | 6634.0 | 7517.0 | 2.40 | IL | American Indian and Alaska Native | 1343 |
| 6 | Avondale | Arizona | 29.1 | 38712.0 | 41971.0 | 80683 | 4815.0 | 8355.0 | 3.18 | AZ | Black or African-American | 11592 |
| 7 | West Covina | California | 39.8 | 51629.0 | 56860.0 | 108489 | 3800.0 | 37038.0 | 3.56 | CA | Asian | 32716 |
| 8 | O'Fallon | Missouri | 36.0 | 41762.0 | 43270.0 | 85032 | 5783.0 | 3269.0 | 2.77 | MO | Hispanic or Latino | 2583 |
| 9 | High Point | North Carolina | 35.5 | 51751.0 | 58077.0 | 109828 | 5204.0 | 16315.0 | 2.65 | NC | Asian | 11060 |
Last rows
| City | State | Median Age | Male Population | Female Population | Total Population | Number of Veterans | Foreign-born | Average Household Size | State Code | Race | Count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2881 | Gulfport | Mississippi | 35.1 | 33108.0 | 38764.0 | 71872 | 6646.0 | 3072.0 | 2.54 | MS | White | 42870 |
| 2882 | Davis | California | 26.3 | 33493.0 | 34163.0 | 67656 | 2176.0 | 13997.0 | 2.69 | CA | American Indian and Alaska Native | 779 |
| 2883 | Los Angeles | California | 35.0 | 1958998.0 | 2012898.0 | 3971896 | 85417.0 | 1485425.0 | 2.86 | CA | Black or African-American | 404868 |
| 2884 | Mount Vernon | New York | 38.5 | 31876.0 | 36745.0 | 68621 | 2064.0 | 23777.0 | 2.85 | NY | Hispanic or Latino | 9446 |
| 2885 | Lynchburg | Virginia | 28.7 | 38614.0 | 41198.0 | 79812 | 4322.0 | 4364.0 | 2.48 | VA | White | 53727 |
| 2886 | Stockton | California | 32.5 | 150976.0 | 154674.0 | 305650 | 12822.0 | 79583.0 | 3.16 | CA | American Indian and Alaska Native | 19834 |
| 2887 | Southfield | Michigan | 41.6 | 31369.0 | 41808.0 | 73177 | 4035.0 | 4011.0 | 2.27 | MI | American Indian and Alaska Native | 983 |
| 2888 | Indianapolis | Indiana | 34.1 | 410615.0 | 437808.0 | 848423 | 42186.0 | 72456.0 | 2.53 | IN | White | 553665 |
| 2889 | Somerville | Massachusetts | 31.0 | 41028.0 | 39306.0 | 80334 | 2103.0 | 22292.0 | 2.43 | MA | American Indian and Alaska Native | 374 |
| 2890 | Coral Springs | Florida | 37.2 | 63316.0 | 66186.0 | 129502 | 4724.0 | 38552.0 | 3.17 | FL | White | 90896 |